About the Data:-

The first dataset (WUZZUF) includes:

WuzzufJobPosts_Sample : a sample of jobs posted on WUZZUF during 2014-2016.

WuzzufApplicationsSample : the corresponding applications (Excluding some entries).

Note: The jobs are mainly in Egypt but other locations are included.

Note: This Exploration is only about WuzzufJobPosts_Sample dataset

The second dataset (timesData) includes: country:country of each university

teaching:university score for teaching (the learning environment)

international:university score international outlook (staff, students, research)

citations: university score for citations (research influence)

research:university score for research (volume, income and reputation)

income:university score for industry income (knowledge transfer)

total_score:total score for university, used to determine rank

num_students:number of students at the university

1) univariate

then we have marketing , engineering & education

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Length -Vertically

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compare, lookup values
then engineering

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compare, lookup values
1)IT&Software Development
2)Business Development
3)Sales
4)Retail
5)Engineering
6)Customer Service
7)Support
8)Marketing
9)Design

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Length -Horizontal-colors

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compare, lookup values

What is the most active cities in posting jobs?

You can see that Cairo, Giza & Alexandria are more active in posing jobs than the others

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size-colors

Task:

give greater prominence to words that appear more frequently in a source text.

What is the top job titles ?

Call center , sales engineer, customer servies, graphing designer and social media

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Text

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Size -colors

Task:

give greater prominence to words that appear more frequently in a source text.

Describe Minimum & Maximum salary in Egyptian Pound

- in minimum salaries the majority From 1000 LE to 3500 LE vs from 2000 LE to 6000 LE in maximum salaries
- in minimum salaries, from 3500 LE to 8000 LE is common knowing it's reducing starting from 3500 LE , after 8000 LE is rare
-in maximum salaries, from 6000 LE to 8000 LE is common also 10000 , knowing it's reducing starting from 6000 , after 10000 is rare

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compare, lookup values

what is the chance for a fresh grad to get a job ?

actually, there are huge amount of opportunities for the fresh grad to get a job as the figure shows

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2) Bivariate

What are the most profitable jobs?

- sports jobs have the highest minimum salary then manegment then business-related
- training jobs have the highest maximum salary then education-related then business-related

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Describe the difference in salaries for different career levels

salaries are increasing exponentially

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What are the most profitable job industries?

security and surveillance industry has the highest minimum salary then waste management the plastic
plastic has the highest maximum salary then security and surveillance then business supplies and equipment

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Length -Vertically

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compare, lookup values

If I'm a company that wants to post a job, which month can I post?

I recommend posting in September but if you have to post it quickly just don't post it on may

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world_rank university_name country teaching international research citations income total_score num_students student_staff_ratio international_students female_male_ratio year
0 1 Harvard University United States of America 99.7 72.4 98.7 98.8 34.5 96.1 20,152 8.9 25% NaN 2011
1 2 California Institute of Technology United States of America 97.7 54.6 98.0 99.9 83.7 96.0 2,243 6.9 27% 33 : 67 2011
2 3 Massachusetts Institute of Technology United States of America 97.8 82.3 91.4 99.9 87.5 95.6 11,074 9.0 33% 37 : 63 2011
3 4 Stanford University United States of America 98.3 29.5 98.1 99.2 64.3 94.3 15,596 7.8 22% 42 : 58 2011
4 5 Princeton University United States of America 90.9 70.3 95.4 99.9 - 94.2 7,929 8.4 27% 45 : 55 2011
5 6 University of Cambridge United Kingdom 90.5 77.7 94.1 94.0 57.0 91.2 18,812 11.8 34% 46 : 54 2011
6 6 University of Oxford United Kingdom 88.2 77.2 93.9 95.1 73.5 91.2 19,919 11.6 34% 46 : 54 2011
7 8 University of California, Berkeley United States of America 84.2 39.6 99.3 97.8 - 91.1 36,186 16.4 15% 50 : 50 2011
8 9 Imperial College London United Kingdom 89.2 90.0 94.5 88.3 92.9 90.6 15,060 11.7 51% 37 : 63 2011
9 10 Yale University United States of America 92.1 59.2 89.7 91.5 - 89.5 11,751 4.4 20% 50 : 50 2011

Compare Citation and Teaching vs World Rank of Top 100 Universities

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University world rank (first 20) vs teaching score with number of students(size) and international score (color) in 2016

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find trends, outliers

show the difference between students-staff ratio in 2011 and 2012

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Horizontal-Color

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compare, lookup values

Thank you!